MetaCartSign in to MyCiteSeer

Include Citations | Advanced Search | Help

Include Citations | Advanced Search | Help

  Novel approaches to the indexing of moving object trajectories (2000) [54 citations — 9 self]

Download:
pdf
by Dieter Pfoser, Christian S. Jensen, Yannis Theodoridis
http://dke.cti.gr/pubs/confs/vldb00.pdf
Add To MetaCart

Abstract:

The domain of spatiotemporal applications is a treasure trove of new types of data and queries. However, work in this area is guided by related research from the spatial and temporal domains, so far, with little attention towards the true nature of spatiotemporal phenomena. In this work, the focus is on a spatiotemporal sub-domain, namely the trajectories of moving point objects. We present new types of spatiotemporal queries, as well as algorithms to process those. Further, we introduce two access methods this kind of data, namely the Spatio-Temporal R-tree (STR-tree) and the Trajectory-Bundle tree (TB-tree). The former is an R-tree based access method that considers the trajectory identity in the index as well, while the latter is a hybrid structure, which preserves trajectories as well as allows for R-tree typical range search in the data. We present performance studies that compare the two indices with the R-tree (appropriately modified, for a fair comparison) under a varying set of spatiotemporal queries, and we provide guidelines for a successful choice among them. 1

Citations

1705 Maintaining knowledge about temporal intervals – Allen - 1983
1651 R-trees: A dynamic index structure for spatial searching – Guttman - 1984
347 Nearest Neighbor Queries – Roussopoulos, Kelley, et al. - 1995
256 Point-set topological spatial relations – Egenhofer, Franzosa - 1991
221 Indexing the positions of continuously moving objects – Saltenis, Jensen, et al. - 2000
201 An Introduction to Splines for use in Computer Graphics and Geometric Modeling – Bartels, Beatty, et al. - 1987
164 On indexing mobile objects – Kollios, Gunopulos, et al. - 1999
98 Topological Relations in the World of Minimum Bounding Rectangles: A Study with R-trees – Papadias, Theodoridis, et al. - 1995
85 On the generation of spatiotemporal datasets – Theodoridis, Silva, et al. - 1999
83 Capturing the uncertainty of moving-object representations – Pfoser, Jensen - 1999
55 Spatio-temporal Indexing for Large Multimedia Applications – Theodoridis, Vazirgiannis, et al. - 1996
45 Specifications for efficient indexing in spatiotemporal databases – Theodoridis, Sellis, et al. - 1999
39 ªIntegration of Spatial Join Algorithms for Processing Multiple – Mamoulis, Papadias - 1999
26 Developments in spatio-temporal query languages – Erwig, Schneider - 1999
22 Modeling Time from a Conceptual Perspective – Spaccapietra, Parent, et al. - 1998
4 Towards optimal indexing for segment databases – Bertino, Catania, et al. - 1998
4 S.: Conceptual Data Modeling for Spatiotemporal – Tryfona, Jensen - 1999